{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from surprise import SVD\n",
    "from surprise import Dataset\n",
    "from surprise import accuracy\n",
    "from surprise.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load the movielens-100k dataset (download it if needed),\n",
    "data = Dataset.load_builtin('ml-100k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# sample random trainset and testset\n",
    "# test set is made of 25% of the ratings.\n",
    "trainset, testset = train_test_split(data, test_size=.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# We'll use the famous SVD algorithm.\n",
    "algo = SVD()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<surprise.prediction_algorithms.matrix_factorization.SVD at 0x7f4a48f93cc0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train the algorithm on the trainset, and predict ratings for the testset\n",
    "algo.fit(trainset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "predictions = algo.test(testset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 0.9360\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.93598018988362841"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Then compute RMSE\n",
    "accuracy.rmse(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE:  0.7370\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.73700539421968614"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy.mae(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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('204', '310', 1.0), ('11', '734', 3.0), ('484', '231', 2.0), ('457', '739', 4.0), ('873', '321', 1.0), ('931', '909', 5.0), ('64', '228', 4.0), ('671', '222', 1.0), ('56', '748', 4.0), ('542', '523', 4.0), ('851', '8', 4.0), ('300', '456', 4.0), ('204', '748', 1.0), ('207', '318', 5.0), ('453', '25', 4.0), ('201', '17', 3.0), ('181', '323', 2.0), ('264', '517', 5.0), ('532', '259', 3.0), ('301', '739', 2.0), ('530', '172', 4.0), ('305', '923', 5.0), ('862', '1009', 4.0), ('654', '239', 4.0), ('463', '936', 2.0), ('398', '124', 5.0), ('826', '526', 3.0), ('23', '98', 5.0), ('363', '68', 2.0), ('222', '280', 3.0), ('840', '414', 4.0), ('152', '133', 5.0), ('476', '194', 5.0), ('864', '128', 4.0), ('416', '72', 2.0), ('334', '111', 3.0), ('727', '982', 4.0), ('561', '679', 3.0), ('425', '669', 3.0), ('298', '705', 4.0), ('43', '258', 5.0), ('122', '28', 4.0), ('56', '50', 5.0), ('405', '194', 1.0), ('712', '99', 4.0), ('334', '100', 5.0), ('207', '546', 3.0), ('13', '854', 1.0), ('923', '1', 3.0), ('184', '950', 4.0), ('223', '682', 4.0), ('345', '66', 3.0), ('606', '655', 4.0), ('23', '387', 3.0), ('587', '243', 3.0), ('722', '237', 4.0), ('498', '11', 3.0), ('270', '185', 5.0), ('267', '108', 4.0), ('659', '186', 3.0), ('1', '32', 5.0), ('774', '294', 1.0), ('394', '91', 4.0), ('758', '865', 4.0), ('374', '684', 5.0), ('495', '403', 5.0), ('213', '125', 5.0), ('867', '7', 5.0), ('318', '64', 4.0), ('731', '127', 4.0), ('860', '204', 4.0), ('374', '12', 4.0), ('631', '289', 4.0), ('567', '525', 5.0), ('864', '473', 4.0), ('467', '1142', 5.0), ('102', '373', 2.0), ('179', '300', 4.0), ('279', '591', 2.0), ('633', '56', 2.0), ('733', '285', 4.0), ('232', '425', 4.0), ('310', '740', 4.0), ('656', '302', 3.0), ('91', '328', 4.0), ('330', '468', 5.0), ('806', '133', 5.0), ('435', '175', 4.0), ('928', '176', 3.0), ('389', '471', 4.0), ('169', '199', 4.0), ('429', '162', 4.0), ('921', '400', 4.0), ('704', '69', 3.0), ('307', '62', 3.0), ('26', '276', 4.0), ('804', '82', 5.0), ('27', '118', 3.0), ('380', '356', 2.0), ('738', '265', 4.0), ('429', '216', 4.0), ('311', '425', 2.0), ('206', '245', 1.0), ('596', '149', 3.0), ('655', '1061', 2.0), ('816', '300', 4.0), ('326', '671', 3.0), ('889', '156', 5.0), ('682', '657', 4.0), ('766', '234', 4.0), ('665', '313', 4.0), ('715', '250', 2.0), ('463', '304', 3.0), ('869', '596', 3.0), ('73', '12', 5.0), ('642', '462', 4.0), ('308', '129', 5.0), ('429', '176', 3.0), ('391', '646', 4.0), ('217', '53', 1.0), ('827', '301', 4.0), ('271', '89', 3.0), ('474', '196', 5.0), ('125', '134', 5.0), ('290', '230', 4.0), ('871', '177', 5.0), ('937', '294', 1.0), ('227', '50', 4.0), ('698', '144', 2.0), ('173', '327', 5.0), ('187', '173', 5.0), ('256', '1', 5.0), ('830', '627', 3.0), ('276', '1013', 3.0), ('916', '234', 4.0), ('311', '967', 3.0), ('763', '466', 4.0), ('709', '234', 5.0), ('588', '684', 4.0), ('303', '502', 4.0), ('919', '261', 3.0)]\n"
     ]
    }
   ],
   "source": [
    "print(testset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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